[logseq-plugin-git:commit] 2025-07-07T08:18:09.217Z
This commit is contained in:
+29
-30
@@ -5,33 +5,32 @@ boox-notes:: 
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merging RQ3.C into RQ3.A.
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- Add a threats to validity, do the hyperparameter tuning for MLP and check if things change.
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- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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The conclusions of this paper are highly dependent on the quality of the test cases.
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- Threats to external validity
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- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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discussing (or, if possible, evaluating) additional performance-testing frameworks (e.g., Gatling, JMeter) or load/stress tests to broaden the applicability of your findings.
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- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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elaborate on how JMH's methodological constraints (e.g., microbenchmark isolation) might bias coverage and cost measurements, and whether your results would generalize to other performance testing styles.
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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acknowledge how method-level results might differ from statement-level insights.
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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consider prototyping a minimal plugin or outlining its design,
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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discuss integrating dynamic profiling metrics
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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reflect on how dynamic features might improve predictive accuracy beyond the top F1≈0.47
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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justify these choices, or report any preliminary experiments that guided them
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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sketch a roadmap for building a "performance-coverage" plugin—what metadata it would collect, how it would integrate with build tools, and how teams might act on its reports.
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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It may make more sense to focus on deep learning models for prediction.
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- Future work
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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If the prediction is accurate, the recommended method should be performance-critical, yes?
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- Spostare questo alla fine del paragrafo. However, in some cases
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performance-critical, as performance relevance strongly depends on contextual factors such as expected workload, deployment environment, and practical software usage pattern can prevent the accuracy of the approach.
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- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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merging RQ3.C into RQ3.A.
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- Add a threats to validity, do the hyperparameter tuning for MLP and check if things change.
|
||||
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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The conclusions of this paper are highly dependent on the quality of the test cases.
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- Threats to external validity
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- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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discussing (or, if possible, evaluating) additional performance-testing frameworks (e.g., Gatling, JMeter) or load/stress tests to broaden the applicability of your findings.
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||||
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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elaborate on how JMH's methodological constraints (e.g., microbenchmark isolation) might bias coverage and cost measurements, and whether your results would generalize to other performance testing styles.
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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acknowledge how method-level results might differ from statement-level insights.
|
||||
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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consider prototyping a minimal plugin or outlining its design,
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||||
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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discuss integrating dynamic profiling metrics
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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reflect on how dynamic features might improve predictive accuracy beyond the top F1≈0.47
|
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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justify these choices, or report any preliminary experiments that guided them
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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sketch a roadmap for building a "performance-coverage" plugin—what metadata it would collect, how it would integrate with build tools, and how teams might act on its reports.
|
||||
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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It may make more sense to focus on deep learning models for prediction.
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- Future work
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- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
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If the prediction is accurate, the recommended method should be performance-critical, yes?
|
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- Spostare questo alla fine del paragrafo. However, in some cases
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performance-critical, as performance relevance strongly depends on contextual factors such as expected workload, deployment environment, and practical software usage pattern can prevent the accuracy of the approach.
|
||||
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